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LLM commands can now be executed directly from script shebang lines

Simon Willison has demonstrated a novel method for executing large language models directly from a script's shebang line. This technique allows users to specify LLM commands, including tool calls and custom system prompts, to automate tasks like generating SVG images or performing calculations. The approach leverages LLM fragments and can even integrate with external APIs, such as the Datasette SQL API, for more complex operations. AI

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

IMPACT Enables direct execution of LLM commands within scripts, potentially streamlining AI-powered automation and tool integration.

RANK_REASON Demonstration of a novel method for executing LLM commands via script shebang lines.

Read on Simon Willison →

COVERAGE [2]

  1. Simon Willison TIER_1 ·

    Using LLM in the shebang line of a script

    <p><strong>TIL:</strong> <a href="https://til.simonwillison.net/llms/llm-shebang">Using LLM in the shebang line of a script</a></p> <p>Kim_Bruning <a href="https://news.ycombinator.com/item?id=48073246#48090590">on Hacker News</a>:</p> <blockquote> <p>But seriously, you can put a…

  2. Mastodon — mastodon.social TIER_1 · [email protected] ·

    Using LLM in the shebang line of a script https://simonwillison.net/2026/May/11/llm-shebang/#atom-everything # AI # Python # OpenSource

    Using LLM in the shebang line of a script https://simonwillison.net/2026/May/11/llm-shebang/#atom-everything # AI # Python # OpenSource